This table displays the selected game’s current values on four BGG outcomes (UsersRated, Average, GeekRating, Weight) along with my predictive model(s) estimated values for where these games are likely to end up.
Published | ID | Name | Type | UserRatings | Average | GeekRating | Weight |
2022 | Current | 25 | 6.99 | 0.00 | 2.00 | ||
Estimated | 600 | 7.54 | 6.01 | 2.96 |
To see more information about the game on boardgamegeek, click on the game’s ID or Name to go straight to the game’s profile page.
Description |
In Buru, you are a noble of the 14th century Majapahit empire, a powerful thalassocracy (maritime kingdom) that presides over the Indonesian archipelago. At the orders of the king Hayam Wuruk and his vizier, the great Gajah Mada, you have set out across the sea to expand the great mandala of Majapahit through commerce and diplomacy. You and your fellow nobles have recently arrived at the remote island of Buru, eager to earn your place in history. Here, you will dispatch your parties to the island to explore, trade, and pay your respects as you compete to win over Buru's residents and ultimately gain the favor of the King himself. |
Information on the game’s designers, artists, families, mechanics and categories from BGG.
Published | ID | Name | Publisher(s) | Designer(s) | Artist(s) | Categories | Families | Mechanics |
2022 | Crafty Games | Stephen Wren | Enggar Adirasa | Economic | Admin: Upcoming Releases | Action Drafting | ||
Alex Flagg | Dann May | Exploration | Components: Game Trayz Inside | Auction/Bidding | ||||
Taran Lewis Kratz | Medieval | Country: Indonesia | Contracts | |||||
Crowdfunding: Kickstarter | End Game Bonuses | |||||||
Crowdfunding: Spieleschmiede | Solo / Solitaire Game | |||||||
Turn Order: Claim Action | ||||||||
Worker Placement | ||||||||
For the full profile of the selected game, click on the links in the table or go to https://boardgamegeek.com/boardgame/316312
For each of the predictions above, I used models that were trained on historical boardgamegeek data in order to predict the selected game. How did the model(s) arrive at their predictions? The following plot displays Shapley values to indicate what features were most influential for the model’s predictions. Anything in blue increased the model’s predictions, anything in red decreased the model’s predictions.
What games are similar to Buru? I compare the selected game to every other game on boardgamegeek based on its mechanics, playing time, complexity, and game type. The tables below display the games which had the most similar data to Buru. The reported similarity is the cosine similarity between the selected game and all other games published before 2021.
This similarity score ranges from -1 to 1, where similarity of 1 indicates that games are exactly identical (a game will have a score of 1 with itself).
Note: This analysis does not look at a game’s ratings on BGG, publisher, artist, or designer - it focuses on finding similar games based on how they play, not how they are rated or by their theme.
The table below displays games with the most similar data to Buru. Click on a game’s ID or Name to go straight to its profile on boardgamegeek.
Rank | Published | ID | Name | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 1.00 | 0.00 | 6.99 | 2.96 | 25 | ||
1 | 2020 | 0.93 | 6.55 | 7.40 | 2.57 | 2,276 | ||
2 | 2019 | 0.92 | 6.24 | 7.22 | 2.82 | 1,365 | ||
3 | 2017 | 0.91 | 6.10 | 7.30 | 2.22 | 902 | ||
4 | 2019 | 0.89 | 6.18 | 7.01 | 2.77 | 1,483 | ||
5 | 2015 | 0.88 | 7.89 | 8.05 | 2.89 | 37,107 | ||
6 | 2015 | 0.88 | 6.72 | 7.20 | 2.47 | 4,654 | ||
7 | 2011 | 0.87 | 6.34 | 6.98 | 2.46 | 2,240 | ||
8 | 2018 | 0.87 | 7.58 | 7.80 | 2.76 | 21,987 | ||
9 | 2018 | 0.86 | 7.09 | 7.49 | 3.10 | 7,374 | ||
10 | 2019 | 0.86 | 7.47 | 7.77 | 2.15 | 14,957 | ||
11 | 2020 | 0.83 | 6.96 | 7.89 | 2.67 | 2,997 | ||
12 | 2007 | 0.82 | 5.58 | 6.21 | 2.72 | 242 | ||
13 | 2020 | 0.82 | 6.52 | 8.06 | 3.25 | 1,189 | ||
14 | 2016 | 0.82 | 6.19 | 6.81 | 2.43 | 2,045 | ||
15 | 2015 | 0.82 | 6.83 | 7.43 | 2.99 | 4,064 | ||
16 | 2015 | 0.82 | 7.69 | 8.05 | 4.26 | 11,647 | ||
17 | 2018 | 0.81 | 6.26 | 6.74 | 2.14 | 2,975 | ||
18 | 2018 | Tierra y Libertad: The Mexican Revolution Game (Second Edition) | 0.81 | 5.53 | 7.32 | 2.75 | 45 | |
19 | 2018 | 0.81 | 5.64 | 7.51 | 2.55 | 138 | ||
20 | 2012 | 0.81 | 6.60 | 7.13 | 3.87 | 3,791 | ||
21 | 2013 | 0.81 | 6.65 | 7.15 | 2.71 | 4,169 | ||
22 | 2020 | 0.81 | 5.93 | 7.17 | 2.62 | 642 | ||
23 | 2017 | 0.81 | 7.02 | 7.29 | 2.84 | 13,158 | ||
24 | 2019 | 0.80 | 7.67 | 8.03 | 3.70 | 12,278 | ||
25 | 2008 | 0.80 | 7.71 | 7.87 | 3.73 | 28,641 |
Click on the ID or Name for any game to go its profile page on boardgamegeek.
What games are similar to Buru while also being highly rated by the boardgamegeek community? In this table I multiply every neighboring game’s similarity score by its GeekRating. The resulting score is an attempt to balance these two quantities.
Rank | Published | ID | Name | Score | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 0.00 | 1.00 | 0.00 | 6.99 | 2.96 | 25 | ||
1 | 2015 | 6.95 | 0.88 | 7.89 | 8.05 | 2.89 | 37,107 | ||
2 | 2018 | 6.56 | 0.87 | 7.58 | 7.80 | 2.76 | 21,987 | ||
3 | 2019 | 6.43 | 0.86 | 7.47 | 7.77 | 2.15 | 14,957 | ||
4 | 2015 | 6.28 | 0.82 | 7.69 | 8.05 | 4.26 | 11,647 | ||
5 | 2008 | 6.20 | 0.80 | 7.71 | 7.87 | 3.73 | 28,641 | ||
6 | 2019 | 6.17 | 0.80 | 7.67 | 8.03 | 3.70 | 12,278 | ||
7 | 2018 | 6.13 | 0.86 | 7.09 | 7.49 | 3.10 | 7,374 | ||
8 | 2012 | 6.11 | 0.79 | 7.74 | 7.89 | 3.67 | 34,212 | ||
9 | 2020 | 6.11 | 0.93 | 6.55 | 7.40 | 2.57 | 2,276 | ||
10 | 2013 | 5.92 | 0.76 | 7.82 | 8.00 | 3.79 | 30,475 | ||
11 | 2018 | 5.92 | 0.80 | 7.41 | 8.35 | 3.15 | 3,968 | ||
12 | 2015 | 5.89 | 0.88 | 6.72 | 7.20 | 2.47 | 4,654 | ||
13 | 2007 | 5.88 | 0.75 | 7.80 | 7.92 | 3.64 | 67,211 | ||
14 | 2017 | 5.83 | 0.75 | 7.76 | 8.11 | 4.01 | 14,007 | ||
15 | 2020 | 5.81 | 0.83 | 6.96 | 7.89 | 2.67 | 2,997 | ||
16 | 2018 | 5.79 | 0.73 | 7.88 | 8.09 | 2.81 | 32,930 | ||
17 | 2020 | 5.76 | 0.73 | 7.87 | 8.12 | 2.88 | 22,077 | ||
18 | 2019 | 5.75 | 0.92 | 6.24 | 7.22 | 2.82 | 1,365 | ||
19 | 2017 | 5.65 | 0.81 | 7.02 | 7.29 | 2.84 | 13,158 | ||
20 | 2015 | 5.64 | 0.75 | 7.54 | 7.77 | 2.54 | 19,249 | ||
21 | 2015 | 5.59 | 0.82 | 6.83 | 7.43 | 2.99 | 4,064 | ||
22 | 2017 | 5.55 | 0.91 | 6.10 | 7.30 | 2.22 | 902 | ||
23 | 2019 | 5.53 | 0.89 | 6.18 | 7.01 | 2.77 | 1,483 | ||
24 | 2011 | 5.50 | 0.87 | 6.34 | 6.98 | 2.46 | 2,240 | ||
25 | 2011 | 5.49 | 0.75 | 7.34 | 7.51 | 3.07 | 21,492 |
I first ran a dimension reduction method (PCA) to identify the main points of variation for games on BGG. The first 25 components explained roughly 50% of the overall variation in the dataset, so I computed the cosine similarity between every game’s score on these 25 components.
The following plot shows every game on BGG plotted on the first two principal components of variation. I then highlight where the selected game and its nearest neighbors fall on these first two components.
Similarity scores are based on 25 principal components - the next table displays the selected game and its neighbors profiles on each of these components.
What are these components? The following plot shows which features contribute the most to each component.